Agentic AI and Multi-Agent Systems
Research on LLM-based agent architectures, tool use, orchestration graphs, benchmarks, and governance implications for autonomous workflows.
Focus: LangChain, LangGraph, multi-agent evaluation
Research
Primary themes: artificial intelligence, agentic and multi-agent systems, retrieval-augmented generation, AI governance, and enterprise AI, with continuing interdisciplinary work in VR, EEG/BCI, sensing, FPGA systems, and network data platforms.
RAG and Generative AI
Research on retrieval-augmented generation, generative AI, and integrated enterprise governance architectures for RAG and agentic AI systems.
Focus: RAG, generative AI, enterprise governance architecture
AI Governance, Semantic Tracing, and Observability
Semantic tracing treats meaning preservation across agent handoffs as a measurable governance property, with case-study linkage to the SHADOWAI-RISK research prototype.
Focus: LangSmith, observability, AI governance
Virtual Reality and Stress Detection
VR platforms for stress measurement using behavioral interaction metrics and minimal physiological sensing, including dynamic baseline calibration methods reported in peer-reviewed articles.
Focus: VR, GSR/EDA concepts, baseline calibration
Virtual Reality Rehabilitation
Algorithmic work on plantar-pressure detection with sensor resolution and adaptive thresholding in VR stroke-rehabilitation contexts.
Focus: Plantar pressure, adaptive thresholding, VR rehab
EEG and Brain-Computer Interfaces
High-density EEG preprocessing, ICA/FIR workflows, spectral band analysis, and topographic mapping within multimodal MoBI research settings.
Focus: BrainVision EEG, ICA, spectral analysis
Wearable Sensors, IMU, and Biomedical Signal Processing
Opal IMU kinematics, gravity compensation, Euler-angle analysis, clustering, and multimodal fusion with video for pediatric drawing studies.
Focus: APDM Opal IMU, MATLAB, signal processing
FPGA and Embedded Intelligent Systems
Embedded and FPGA-oriented intelligent sensing directions, including fall-detection research themes reflected in the petitioner’s broader technical portfolio.
Focus: FPGA, embedded systems
Enterprise Network Data Platforms
Enterprise ETL architecture integrating HPE Aruba Central APIs with switch, facilities, and End-of-Life data for campus wireless analytics and automated reporting.
Focus: Python, REST/OAuth, Power BI, SharePoint
Cybersecurity and Digital Transformation
Scholarship on cybersecurity controls, identity-recovery governance, operational-data auditing, and socio-technical digital transformation risks.
Focus: Governance, cybersecurity, enterprise AI risk